The NoVaS transformation is a straightforward application of the Model-free Prediction Principle. More specifically, the NoVaS transformation is a qualified function \(H_n\)  which is based on the ARCH model introduced by [1]} as follows:
\(Y_t = W_t\sqrt{a+\sum _{i=1}^pa_iY_{t-i}^2} \) 
